The dataset consist of the high energy x ray diffraction data collected at Brookhaven National Laboratory at temperatures 300K to 10K with 5K step for Sr2IrO4. The file format is two columns text file. The analysis on this system has been completed and ready for the publication, so the purpose for this data set as requirement of journal is to make this experimental raw data available.